| latitude | housing_median_age | households | tgt_enc_sim_impt_x0 | bedrooms_per_room | median_income | population_per_household | population | rooms_per_household | median_house_value | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 38.520000 | 29.000000 | 706.000000 | 125320.566515 | 0.205784 | 2.173600 | 3.168555 | 2237.000000 | 5.485836 | 72100.000000 |
| 1 | 33.090000 | 7.000000 | 768.000000 | 248359.495763 | 0.160714 | 6.337300 | 2.623698 | 2015.000000 | 6.927083 | 279600.000000 |
| 2 | 35.370000 | 44.000000 | 300.000000 | 125320.566515 | 0.191595 | 2.875000 | 2.223333 | 667.000000 | 5.393333 | 82700.000000 |
| 3 | 32.750000 | 24.000000 | 483.000000 | 248359.495763 | 0.276505 | 2.226400 | 1.859213 | 898.000000 | 3.886128 | 112500.000000 |
| 4 | 34.280000 | 27.000000 | 580.000000 | 240830.511612 | 0.182692 | 4.496400 | 3.167241 | 1837.000000 | 6.096552 | 238300.000000 |
| latitude | housing_median_age | households | tgt_enc_sim_impt_x0 | bedrooms_per_room | median_income | population_per_household | population | rooms_per_household | median_house_value | |
|---|---|---|---|---|---|---|---|---|---|---|
| 16507 | 33.030000 | 14.000000 | 1001.000000 | 240830.511612 | 0.184696 | 5.090000 | 2.023976 | 2026.000000 | 6.658342 | 268500.000000 |
| 16508 | 38.510000 | 15.000000 | 1418.000000 | 125320.566515 | 0.179977 | 2.813900 | 3.363188 | 4766.676488 | 5.571932 | 90400.000000 |
| 16509 | 38.440000 | 48.000000 | 172.000000 | 240830.511612 | 0.234795 | 3.179700 | 2.662791 | 458.000000 | 4.110465 | 140400.000000 |
| 16510 | 38.310000 | 14.000000 | 501.000000 | 240830.511612 | 0.183835 | 4.196400 | 2.411178 | 1208.000000 | 6.297405 | 258100.000000 |
| 16511 | 39.970000 | 27.000000 | 197.000000 | 125320.566515 | 0.205746 | 3.131900 | 3.172589 | 625.000000 | 5.477157 | 62700.000000 |
No missing values in data
No Infinity values
No Missing Values
No duplicate variables
| N | < (mean-3*std) | > (mean+3*std) | < (1stQ - 1.5 * IQR) | > (3rdQ + 1.5 * IQR) | -inf | +inf | |
|---|---|---|---|---|---|---|---|
| Feature | |||||||
| households | 16512 | 0 | 453 | 0 | 983 | 0 | 0 |
| bedrooms_per_room | 16512 | 0 | 293 | 0 | 481 | 0 | 0 |
| median_income | 16512 | 0 | 324 | 0 | 553 | 0 | 0 |
| population_per_household | 16512 | 0 | 72 | 6 | 577 | 0 | 0 |
| population | 16512 | 0 | 426 | 0 | 962 | 0 | 0 |
| rooms_per_household | 16512 | 0 | 198 | 33 | 380 | 0 | 0 |
| median_house_value | 16512 | 0 | 0 | 0 | 882 | 0 | 0 |
| Variable Name | Datatype | No of Unique | Samples | Mean | Standard Deviation | Min | 25th percentile | Median | 75th percentile | Max | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | bedrooms_per_room | float64 | 15255 | [0.20578363026077975, 0.16071428571428573, 0.1915945611866502, 0.2765050612679808, 0.18269230769230768] | 0.211454 | 0.051156 | 0.100000 | 0.175576 | 0.203027 | 0.239304 | 0.367781 |
| 1 | households | float64 | 1332 | [706.0, 768.0, 300.0, 483.0, 580.0] | 481.483858 | 302.416959 | 2.000000 | 279.000000 | 408.000000 | 602.000000 | 1434.669911 |
| 2 | housing_median_age | float64 | 52 | [29.0, 7.0, 44.0, 24.0, 27.0] | 28.653404 | 12.574819 | 1.000000 | 18.000000 | 29.000000 | 37.000000 | 52.000000 |
| 3 | latitude | float64 | 839 | [38.52, 33.09, 35.37, 32.75, 34.28] | 35.639314 | 2.137963 | 32.540000 | 33.940000 | 34.260000 | 37.720000 | 41.950000 |
| 4 | median_house_value | float64 | 3669 | [72100.0, 279600.0, 82700.0, 112500.0, 238300.0] | 207005.322372 | 115701.297250 | 14999.000000 | 119800.000000 | 179500.000000 | 263900.000000 | 500001.000000 |
| 5 | median_income | float64 | 10623 | [2.1736, 6.3373, 2.875, 2.2264, 4.4964] | 3.832741 | 1.736310 | 0.499900 | 2.566950 | 3.541550 | 4.745325 | 9.129628 |
| 6 | population | float64 | 3218 | [2237.0, 2015.0, 667.0, 898.0, 1837.0] | 1372.782375 | 870.582961 | 3.000000 | 784.000000 | 1164.000000 | 1719.000000 | 4135.430937 |
| 7 | population_per_household | float64 | 15183 | [3.168555240793201, 2.6236979166666665, 2.223333333333333, 1.8592132505175984, 3.1672413793103447] | 2.921254 | 0.756299 | 0.692308 | 2.431352 | 2.817661 | 3.281420 | 6.236383 |
| 8 | rooms_per_household | float64 | 15478 | [5.485835694050992, 6.927083333333333, 5.3933333333333335, 3.886128364389234, 6.096551724137931] | 5.325324 | 1.306796 | 1.130435 | 4.442168 | 5.232342 | 6.056361 | 9.670995 |
| 9 | tgt_enc_sim_impt_x0 | float64 | 5 | [125320.56651463322, 248359.49576271186, 240830.511611928, 258740.47644829453, 312346.97258676914] | 207000.628449 | 56138.121852 | 125320.566515 | 125320.566515 | 240830.511612 | 240830.511612 | 312346.972587 |
No categorical columns
No categorical variables in data.
| Variable 1 | Variable 2 | Corr Coef | Abs Corr Coef | |
|---|---|---|---|---|
| 0 | median_income | median_house_value | 0.694099 | 0.694099 |
| 1 | median_house_value | median_income | 0.694099 | 0.694099 |
| 2 | tgt_enc_sim_impt_x0 | median_house_value | 0.485275 | 0.485275 |
| 3 | median_house_value | tgt_enc_sim_impt_x0 | 0.485275 | 0.485275 |
| 4 | median_house_value | rooms_per_household | 0.301505 | 0.301505 |
| 5 | rooms_per_household | median_house_value | 0.301505 | 0.301505 |
| 6 | bedrooms_per_room | median_house_value | -0.290257 | 0.290257 |
| 7 | median_house_value | bedrooms_per_room | -0.290257 | 0.290257 |
| 8 | median_house_value | population_per_household | -0.268658 | 0.268658 |
| 9 | population_per_household | median_house_value | -0.268658 | 0.268658 |
| 10 | median_house_value | latitude | -0.142673 | 0.142673 |
| 11 | latitude | median_house_value | -0.142673 | 0.142673 |
| 12 | median_house_value | housing_median_age | 0.114146 | 0.114146 |
| 13 | housing_median_age | median_house_value | 0.114146 | 0.114146 |
| 14 | households | median_house_value | 0.073120 | 0.073120 |
| 15 | median_house_value | households | 0.073120 | 0.073120 |
| 16 | median_house_value | population | -0.032933 | 0.032933 |
| 17 | population | median_house_value | -0.032933 | 0.032933 |